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Feb, 2018
使用 APPLE 解析卷积神经网络:自动补丁模式标记
Understanding Convolutional Networks with APPLE : Automatic Patch Pattern Labeling for Explanation
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Sandeep Konam, Ian Quah, Stephanie Rosenthal, Manuela Veloso
TL;DR
该研究提出了一种算法,可以分析深度神经网络,找到对网络分类结果“重要”的神经元,并自动标记激活这些重要神经元的输入图像部分,进而揭示网络分解图像进行最终分类的过程。
Abstract
With the success of
deep learning
, recent efforts have been focused on analyzing how learned networks make their classifications. We are interested in analyzing the network output based on the
network structure
a
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